Direction, evidence grade, and study type are AI-generated labels (gpt-5-mini), not human-verified. Syntheses are LLM-written. "Tensions" are machine-detected candidates, not confirmed contradictions. A research-acceleration tool, not peer review.
How this is built →
2Distinct papers
1Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
120715909
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Cory Ng (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Human Ai Collab: 2 papers
- Org Design: 2 papers
- Governance: 1 paper
- Productivity: 1 paper
- Skills Training: 1 paper
Claim outcomes
- Organizational Efficiency: 2 papers
- Task Allocation: 2 papers
- Governance And Regulation: 2 papers
- Adoption Rate: 1 paper
- Employment: 1 paper
- Output Quality: 1 paper
- Ai Safety And Ethics: 1 paper
- Decision Quality: 1 paper
- Hiring: 1 paper
- Other: 1 paper
- Task Completion Time: 1 paper
Papers in the Semantic Scholar view
Latest stored Semantic Scholar author observations only. Citation counts below are from the same provider and are not combined with other services.
Scroll the table horizontally to see every column.
| Paper | Author evidence | Date | Provider citations |
|---|---|---|---|
| Generative and agentic AI are shifting audit work from routine testing to oversight and judgment, improving coverage but endangering the traditional entry-level training ladder; firms that redesign roles, governance, and training to enforce ‘digital skepticism’ will be best placed to protect audit quality and future leadership pipelines.openalex | Cory Ng provider id |
2026-08-11 | 0 |
| A practical framework helps controllers harness generative AI without ceding responsibility: the C³ model maps tasks by judgment and materiality, prescribes five compulsory control points for high‑risk reporting, and clarifies review and escalation roles to secure defensible human+AI workflows.openalex | Cory Ng provider id |
2026-05-09 | 0 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 0 cumulative citations. This is a coverage summary, not an author score or h-index.